Most AI Initiatives Fail. This 5-Part Framework Can Help.

When generative AI first gained traction, many leaders raced to fund pilots. Yet too many failed to scale or create measurable value. Why? Because they lacked the organizational scaffolding to bridge technical potential and business impact. Technology enables progress, but without aligned incentives, redesigned decision processes, and an AI-ready culture, even the most advanced pilots won’t become durable capabilities.